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Explainable AI

shapiq: Go Beyond Feature Importance with Shapley Interactions for Model Explainability

shapiq: Go Beyond Feature Importance with Shapley Interactions for Model Explainability 614

In the world of explainable AI, understanding which features matter is only half the story. What if two seemingly unimportant…

01/13/2026Explainable AI, Feature Interaction Analysis, Model Interpretability
RecAI: Prevent Out-of-Domain Recommendations with Plug-and-Play LLM Integration for Accurate, Explainable, and Interactive Systems

RecAI: Prevent Out-of-Domain Recommendations with Plug-and-Play LLM Integration for Accurate, Explainable, and Interactive Systems 913

Large Language Models (LLMs) have unlocked new possibilities for recommender systems—enabling natural-language interactions, personalized explanations, and dynamic user control. Yet…

01/05/2026Constrained Generation, Explainable AI, Recommender Systems
LLaVA-CoT: Step-by-Step Visual Reasoning for Reliable, Explainable Multimodal AI

LLaVA-CoT: Step-by-Step Visual Reasoning for Reliable, Explainable Multimodal AI 2108

Most vision-language models (VLMs) today can describe what’s in an image—but they often falter when asked to reason about it.…

12/22/2025Explainable AI, Multimodal Reasoning, Visual Question Answering
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